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Verify findings

Skill joaquimscosta/arkhe-claude-plugins/plugins/review/skills/verify-findings

Supercharge Claude Code with 109 specialized components — 22 agents, 32 commands, 55 skills across 13 modular plugins. Deep reasoning, autonomous dev loops, DDD architecture, design system enforcement, git automation, and more.

Install
npx -y skills add joaquimscosta/arkhe-claude-plugins --skill verify-findings

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

One thing to look at

  • 21 stars21 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.

What its author says it does

Copied from the file, not written here

Verify code-review or security-review findings for false positives using deep codebase tracing, framework-aware analysis, and web research. Produces a .verified.md report alongside the original. Use when a review report has been generated and needs independent verification, or when user runs /verify-findings, mentions "verify review", "check false positives", or "validate findings".

SKILL.md

4.9 KB, ~1.1k tokens by cl100k_base, as published. Nobody here has run it

Verify Review Findings

Independent false-positive verification. Assume every finding is false until proven by evidence.

Parse Arguments

  • $ARGUMENTS (required): Path to the review report file to verify

If no argument is provided, ask the user for the report path.

Step 1 — Read and Parse Report

  1. Read the report file at the provided path
  2. Detect review type from the header:
    • "Pragmatic Code Review Report" → code review
    • "Security Review Report" → security review
  3. Extract each finding into a structured list:
    • Triage level (Blocker, Improvement, Question)
    • File path and line number
    • Description and confidence/severity scores
    • For security: CWE, category, exploit scenario
  4. Skip Praise and Nit findings — only verify Blocker, Improvement, and Question

Step 2 — Verify Each Finding

For each extracted finding, perform independent verification. See WORKFLOW.md for detailed procedures.

Code Review Findings

  1. Read the flagged code at the specified line with ~50 lines of surrounding context
  2. Grep the codebase for the same pattern to check if it's an established convention
  3. Verify the cited principle — does SOLID/DRY/KISS/YAGNI actually apply here?
  4. Check framework handling — does the framework or library address this concern automatically?
  5. Assess concrete impact — is the problem demonstrable or theoretical?

Security Review Findings

  1. Read the flagged code and trace data flow from source to sink
  2. Grep for sanitizers/validators in the code path between source and sink
  3. Detect framework protections — React auto-escaping, Spring Security, Django ORM parameterization, etc.
  4. WebSearch the CWE/CVE for known false positive patterns and framework-specific mitigations
  5. Verify exploit feasibility — is the exploit scenario actually possible in this application context?
  6. Check code context — is this test-only code, behind authentication, or behind a feature flag?

Step 3 — Render Verdict

For each finding, assign one of:

VerdictCriteriaAction
CONFIRMEDEvidence supports the findingKeep in report, add verification note
DISMISSEDFinding is a false positiveMove to Dismissed section with explanation
DOWNGRADEDValid but lower severity/confidenceAdjust scores, add explanation

Decision rules: See WORKFLOW.md for the complete verdict decision matrix.

Default to CONFIRMED if uncertain after thorough investigation (conservative approach).

Step 4 — Generate Verified Report

  1. Create the verified report at: {original-path-without-extension}.verified.md
    • Example: reviews/code/2026-03-01_14-30-00_code-review.mdreviews/code/2026-03-01_14-30-00_code-review.verified.md
  2. Preserve original structure — keep the same header, PR assessment, and format
  3. Add verification header:
**Verified by**: Claude Code (false-positive-verifier)
**Verification Date**: {ISO 8601 date}

## Verification Summary
| Metric | Count |
|--------|-------|
| **Findings Reviewed** | {N} |
| **Confirmed** | {N} |
| **Downgraded** | {N} |
| **Dismissed** | {N} |
| **Signal Ratio** | {confirmed / total reviewed}% |
  1. Annotate confirmed findings with verification notes:
> **Verification**: CONFIRMED — {evidence summary}
  1. Append Dismissed Findings section:
## Dismissed Findings

### Dismissed 1: `{file}:{line}` — {Original description}
- **Original Triage**: {Blocker/Improvement/Question}
- **Original Confidence**: {score}
- **Reason**: {Why this is a false positive}
- **Evidence**: {What was checked — grep results, framework docs, web research}
  1. Update Verdict with revised counts and recommendation

See WORKFLOW.md for the complete report template. See EXAMPLES.md for sample verified reports.

Output Instructions

  1. Save the verified report alongside the original
  2. Display the full verified report to the user
  3. Confirm: "Verified report saved to: {path}"

Resources

  • WORKFLOW.md — Detailed verification procedures, verdict decision matrix, web research protocol, report template
  • EXAMPLES.md — Sample verified reports for code and security reviews
  • TROUBLESHOOTING.md — Common issues with input parsing, verification quality, and output

Gives 0 of the 12 instructions most quality gates skills give in ~1.1k tokens

Counted across 1,195 of the 2,094 authors here whose files we hold, read 2026-08-07

  • read the output and check the exit codein 54 of 1195, across 14 files
  • verify requirements using a line-by-line checklistin 53 of 1195, across 12 files
  • identify the verification command proving the claimin 51 of 1195, across 12 files
  • run the full verification commandin 50 of 1195, across 11 files
  • verify output confirms the claimin 49 of 1195, across 12 files
  • check version control diff after agent delegationin 46 of 1195, across 6 files
  • state claim with evidencein 44 of 1195, across 4 files
  • run the test suitein 33 of 1195, across 26 files
  • keep state in memory by defaultin 27 of 1195, across 6 files
  • make prototype runnable with one commandin 26 of 1195, across 5 files
  • produce a verification reportin 25 of 1195, across 14 files
  • detect the package manager from lockfilesin 24 of 1195, across 5 files

Said here and by no other author read

  • read report and extract findings
  • skip praise and nit findings
  • read flagged code with context
  • grep codebase for patterns
  • verify cited principles apply
  • check framework handling

Grouped from the skills themselves: near-identical wordings counted once, and counted by distinct author, so one author publishing three of these counts once. Length counted with cl100k_base; the agent that loads this file may tokenize it differently.

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